Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 20758 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 12.9 MiB |
| Average record size in memory | 650.9 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 5 |
| Boolean | 4 |
Gender is highly overall correlated with Height and 1 other fields | High correlation |
Height is highly overall correlated with Gender | High correlation |
NObeyesdad is highly overall correlated with Gender and 1 other fields | High correlation |
Weight is highly overall correlated with family_history_with_overweight | High correlation |
family_history_with_overweight is highly overall correlated with NObeyesdad and 1 other fields | High correlation |
FAVC is highly imbalanced (57.9%) | Imbalance |
CAEC is highly imbalanced (61.0%) | Imbalance |
SMOKE is highly imbalanced (90.7%) | Imbalance |
SCC is highly imbalanced (79.0%) | Imbalance |
MTRANS is highly imbalanced (63.7%) | Imbalance |
id is uniformly distributed | Uniform |
id has unique values | Unique |
FAF has 5044 (24.3%) zeros | Zeros |
TUE has 6566 (31.6%) zeros | Zeros |
Reproduction
| Analysis started | 2024-06-01 03:24:11.277560 |
|---|---|
| Analysis finished | 2024-06-01 03:24:44.055477 |
| Duration | 32.78 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
id
Real number (ℝ)
UNIFORM UNIQUE
| Distinct | 20758 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10378.5 |
| Minimum | 0 |
|---|---|
| Maximum | 20757 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 162.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1037.85 |
| Q1 | 5189.25 |
| median | 10378.5 |
| Q3 | 15567.75 |
| 95-th percentile | 19719.15 |
| Maximum | 20757 |
| Range | 20757 |
| Interquartile range (IQR) | 10378.5 |
Descriptive statistics
| Standard deviation | 5992.4628 |
|---|---|
| Coefficient of variation (CV) | 0.57739199 |
| Kurtosis | -1.2 |
| Mean | 10378.5 |
| Median Absolute Deviation (MAD) | 5189.5 |
| Skewness | 0 |
| Sum | 2.154369 × 108 |
| Variance | 35909610 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 13826 | 1 | < 0.1% |
| 13844 | 1 | < 0.1% |
| 13843 | 1 | < 0.1% |
| 13842 | 1 | < 0.1% |
| 13841 | 1 | < 0.1% |
| 13840 | 1 | < 0.1% |
| 13839 | 1 | < 0.1% |
| 13838 | 1 | < 0.1% |
| 13837 | 1 | < 0.1% |
| Other values (20748) | 20748 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 20757 | 1 | |
| 20756 | 1 | |
| 20755 | 1 | |
| 20754 | 1 | |
| 20753 | 1 | |
| 20752 | 1 | |
| 20751 | 1 | |
| 20750 | 1 | |
| 20749 | 1 | |
| 20748 | 1 |
Gender
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 MiB |
| Female | |
|---|---|
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.004143 |
| Min length | 4 |
Characters and Unicode
| Total characters | 103876 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 10422 | |
| Male | 10336 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 10422 | |
| male | 10336 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 31180 | |
| a | 20758 | |
| l | 20758 | |
| F | 10422 | 10.0% |
| m | 10422 | 10.0% |
| M | 10336 | 10.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 103876 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 31180 | |
| a | 20758 | |
| l | 20758 | |
| F | 10422 | 10.0% |
| m | 10422 | 10.0% |
| M | 10336 | 10.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 103876 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 31180 | |
| a | 20758 | |
| l | 20758 | |
| F | 10422 | 10.0% |
| m | 10422 | 10.0% |
| M | 10336 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 103876 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 31180 | |
| a | 20758 | |
| l | 20758 | |
| F | 10422 | 10.0% |
| m | 10422 | 10.0% |
| M | 10336 | 10.0% |
Age
Real number (ℝ)
| Distinct | 1703 |
|---|---|
| Distinct (%) | 8.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.841804 |
| Minimum | 14 |
|---|---|
| Maximum | 61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 162.3 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 17.989577 |
| Q1 | 20 |
| median | 22.815416 |
| Q3 | 26 |
| 95-th percentile | 35.460417 |
| Maximum | 61 |
| Range | 47 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.688072 |
|---|---|
| Coefficient of variation (CV) | 0.23857556 |
| Kurtosis | 3.7005977 |
| Mean | 23.841804 |
| Median Absolute Deviation (MAD) | 3.184584 |
| Skewness | 1.5862517 |
| Sum | 494908.18 |
| Variance | 32.354163 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 18 | 1916 | 9.2% |
| 26 | 1806 | 8.7% |
| 21 | 1643 | 7.9% |
| 23 | 1202 | 5.8% |
| 19 | 886 | 4.3% |
| 20 | 530 | 2.6% |
| 17 | 516 | 2.5% |
| 22 | 512 | 2.5% |
| 33 | 209 | 1.0% |
| 24 | 164 | 0.8% |
| Other values (1693) | 11374 |
| Value | Count | Frequency (%) |
| 14 | 5 | < 0.1% |
| 15 | 3 | < 0.1% |
| 16 | 109 | |
| 16.093234 | 4 | < 0.1% |
| 16.120699 | 1 | < 0.1% |
| 16.129279 | 10 | < 0.1% |
| 16.140751 | 1 | < 0.1% |
| 16.172992 | 3 | < 0.1% |
| 16.178483 | 1 | < 0.1% |
| 16.198153 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 61 | 2 | < 0.1% |
| 56 | 1 | < 0.1% |
| 55.493687 | 1 | < 0.1% |
| 55.272573 | 1 | < 0.1% |
| 55.24625 | 2 | < 0.1% |
| 55.137881 | 5 | < 0.1% |
| 55.022494 | 13 | 0.1% |
| 55 | 38 | |
| 53.783977 | 2 | < 0.1% |
| 52 | 2 | < 0.1% |
Height
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1833 |
|---|---|
| Distinct (%) | 8.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7002449 |
| Minimum | 1.45 |
|---|---|
| Maximum | 1.975663 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 162.3 KiB |
Quantile statistics
| Minimum | 1.45 |
|---|---|
| 5-th percentile | 1.559005 |
| Q1 | 1.631856 |
| median | 1.7 |
| Q3 | 1.762887 |
| 95-th percentile | 1.84629 |
| Maximum | 1.975663 |
| Range | 0.525663 |
| Interquartile range (IQR) | 0.131031 |
Descriptive statistics
| Standard deviation | 0.087311906 |
|---|---|
| Coefficient of variation (CV) | 0.051352546 |
| Kurtosis | -0.55963409 |
| Mean | 1.7002449 |
| Median Absolute Deviation (MAD) | 0.066055 |
| Skewness | 0.015802676 |
| Sum | 35293.684 |
| Variance | 0.0076233689 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.7 | 1334 | 6.4% |
| 1.65 | 782 | 3.8% |
| 1.6 | 672 | 3.2% |
| 1.75 | 659 | 3.2% |
| 1.8 | 517 | 2.5% |
| 1.62 | 398 | 1.9% |
| 1.72 | 317 | 1.5% |
| 1.56 | 256 | 1.2% |
| 1.63 | 239 | 1.2% |
| 1.55 | 211 | 1.0% |
| Other values (1823) | 15373 |
| Value | Count | Frequency (%) |
| 1.45 | 2 | < 0.1% |
| 1.456346 | 2 | < 0.1% |
| 1.463167 | 1 | < 0.1% |
| 1.48 | 9 | < 0.1% |
| 1.481682 | 1 | < 0.1% |
| 1.483284 | 2 | < 0.1% |
| 1.486484 | 3 | < 0.1% |
| 1.489409 | 2 | < 0.1% |
| 1.498561 | 3 | < 0.1% |
| 1.5 | 165 |
| Value | Count | Frequency (%) |
| 1.975663 | 4 | < 0.1% |
| 1.947406 | 4 | < 0.1% |
| 1.942725 | 4 | < 0.1% |
| 1.931263 | 2 | < 0.1% |
| 1.931242 | 1 | < 0.1% |
| 1.930416 | 1 | < 0.1% |
| 1.93 | 12 | |
| 1.92 | 2 | < 0.1% |
| 1.919557 | 2 | < 0.1% |
| 1.919543 | 5 |
Weight
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1979 |
|---|---|
| Distinct (%) | 9.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 87.887768 |
| Minimum | 39 |
|---|---|
| Maximum | 165.05727 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 162.3 KiB |
Quantile statistics
| Minimum | 39 |
|---|---|
| 5-th percentile | 49 |
| Q1 | 66 |
| median | 84.064875 |
| Q3 | 111.60055 |
| 95-th percentile | 132.11649 |
| Maximum | 165.05727 |
| Range | 126.05727 |
| Interquartile range (IQR) | 45.600553 |
Descriptive statistics
| Standard deviation | 26.379443 |
|---|---|
| Coefficient of variation (CV) | 0.3001492 |
| Kurtosis | -0.99704333 |
| Mean | 87.887768 |
| Median Absolute Deviation (MAD) | 22.947131 |
| Skewness | 0.09318728 |
| Sum | 1824374.3 |
| Variance | 695.87502 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 80 | 866 | 4.2% |
| 75 | 630 | 3.0% |
| 50 | 618 | 3.0% |
| 60 | 506 | 2.4% |
| 70 | 486 | 2.3% |
| 45 | 323 | 1.6% |
| 65 | 306 | 1.5% |
| 85 | 297 | 1.4% |
| 78 | 293 | 1.4% |
| 42 | 275 | 1.3% |
| Other values (1969) | 16158 |
| Value | Count | Frequency (%) |
| 39 | 1 | < 0.1% |
| 39.101805 | 5 | |
| 39.12631 | 1 | < 0.1% |
| 39.371523 | 2 | < 0.1% |
| 39.535047 | 1 | < 0.1% |
| 39.581159 | 1 | < 0.1% |
| 39.591159 | 1 | < 0.1% |
| 39.695295 | 3 | |
| 39.850137 | 3 | |
| 40 | 4 |
| Value | Count | Frequency (%) |
| 165.057269 | 4 | < 0.1% |
| 160.935351 | 14 | |
| 160.639405 | 3 | < 0.1% |
| 155.872093 | 3 | < 0.1% |
| 155.242672 | 3 | < 0.1% |
| 154.618446 | 4 | < 0.1% |
| 153.959945 | 3 | < 0.1% |
| 153.149491 | 9 | |
| 152.720545 | 5 | < 0.1% |
| 152.567671 | 6 |
family_history_with_overweight
Boolean
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 20.4 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 17014 | |
| False | 3744 | 18.0% |
FAVC
Boolean
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 20.4 KiB |
| True | |
|---|---|
| False | 1776 |
| Value | Count | Frequency (%) |
| True | 18982 | |
| False | 1776 | 8.6% |
FCVC
Real number (ℝ)
| Distinct | 934 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4459084 |
| Minimum | 1 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 162.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.826885 |
| Q1 | 2 |
| median | 2.393837 |
| Q3 | 3 |
| 95-th percentile | 3 |
| Maximum | 3 |
| Range | 2 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.53321815 |
|---|---|
| Coefficient of variation (CV) | 0.21800414 |
| Kurtosis | -0.89299613 |
| Mean | 2.4459084 |
| Median Absolute Deviation (MAD) | 0.408223 |
| Skewness | -0.35661125 |
| Sum | 50772.166 |
| Variance | 0.2843216 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3 | 7658 | |
| 2 | 7653 | |
| 1 | 275 | 1.3% |
| 2.9673 | 121 | 0.6% |
| 2.766612 | 54 | 0.3% |
| 2.938616 | 46 | 0.2% |
| 2.9553 | 39 | 0.2% |
| 2.57649 | 30 | 0.1% |
| 2.819934 | 30 | 0.1% |
| 2.225149 | 29 | 0.1% |
| Other values (924) | 4823 |
| Value | Count | Frequency (%) |
| 1 | 275 | |
| 1.002564 | 1 | < 0.1% |
| 1.003566 | 6 | < 0.1% |
| 1.005578 | 13 | 0.1% |
| 1.006436 | 1 | < 0.1% |
| 1.00876 | 5 | < 0.1% |
| 1.021136 | 1 | < 0.1% |
| 1.031149 | 18 | 0.1% |
| 1.036159 | 7 | < 0.1% |
| 1.036414 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 3 | 7658 | |
| 2.998441 | 2 | < 0.1% |
| 2.997951 | 11 | 0.1% |
| 2.997524 | 5 | < 0.1% |
| 2.997062 | 1 | < 0.1% |
| 2.996717 | 11 | 0.1% |
| 2.996186 | 6 | < 0.1% |
| 2.995599 | 3 | < 0.1% |
| 2.99448 | 4 | < 0.1% |
| 2.993634 | 1 | < 0.1% |
NCP
Real number (ℝ)
| Distinct | 689 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7613323 |
| Minimum | 1 |
|---|---|
| Maximum | 4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 162.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 3.520555 |
| Maximum | 4 |
| Range | 3 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.7053746 |
|---|---|
| Coefficient of variation (CV) | 0.2554472 |
| Kurtosis | 1.8372696 |
| Mean | 2.7613323 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.5622533 |
| Sum | 57319.736 |
| Variance | 0.49755332 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3 | 14706 | |
| 1 | 1976 | 9.5% |
| 4 | 715 | 3.4% |
| 2.993623 | 39 | 0.2% |
| 2.695396 | 25 | 0.1% |
| 2.977909 | 22 | 0.1% |
| 2.992083 | 21 | 0.1% |
| 1.894384 | 21 | 0.1% |
| 2.658837 | 20 | 0.1% |
| 2.938902 | 20 | 0.1% |
| Other values (679) | 3193 | 15.4% |
| Value | Count | Frequency (%) |
| 1 | 1976 | |
| 1.000283 | 5 | < 0.1% |
| 1.000414 | 2 | < 0.1% |
| 1.00061 | 7 | < 0.1% |
| 1.001383 | 6 | < 0.1% |
| 1.001542 | 8 | < 0.1% |
| 1.001633 | 8 | < 0.1% |
| 1.009426 | 4 | < 0.1% |
| 1.010319 | 6 | < 0.1% |
| 1.014916 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 4 | 715 | |
| 3.998766 | 3 | < 0.1% |
| 3.998618 | 6 | < 0.1% |
| 3.995957 | 5 | < 0.1% |
| 3.995147 | 5 | < 0.1% |
| 3.994588 | 4 | < 0.1% |
| 3.990925 | 2 | < 0.1% |
| 3.98955 | 5 | < 0.1% |
| 3.989492 | 1 | < 0.1% |
| 3.987707 | 7 | < 0.1% |
CAEC
Categorical
IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
| Sometimes | |
|---|---|
| Frequently | |
| Always | 478 |
| no | 279 |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 8.9559206 |
| Min length | 2 |
Characters and Unicode
| Total characters | 185907 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sometimes |
|---|---|
| 2nd row | Frequently |
| 3rd row | Sometimes |
| 4th row | Sometimes |
| 5th row | Sometimes |
Common Values
| Value | Count | Frequency (%) |
| Sometimes | 17529 | |
| Frequently | 2472 | 11.9% |
| Always | 478 | 2.3% |
| no | 279 | 1.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sometimes | 17529 | |
| frequently | 2472 | 11.9% |
| always | 478 | 2.3% |
| no | 279 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 40002 | |
| m | 35058 | |
| t | 20001 | |
| s | 18007 | |
| o | 17808 | |
| S | 17529 | |
| i | 17529 | |
| y | 2950 | 1.6% |
| l | 2950 | 1.6% |
| n | 2751 | 1.5% |
| Other values (7) | 11322 | 6.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 185907 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 40002 | |
| m | 35058 | |
| t | 20001 | |
| s | 18007 | |
| o | 17808 | |
| S | 17529 | |
| i | 17529 | |
| y | 2950 | 1.6% |
| l | 2950 | 1.6% |
| n | 2751 | 1.5% |
| Other values (7) | 11322 | 6.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 185907 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 40002 | |
| m | 35058 | |
| t | 20001 | |
| s | 18007 | |
| o | 17808 | |
| S | 17529 | |
| i | 17529 | |
| y | 2950 | 1.6% |
| l | 2950 | 1.6% |
| n | 2751 | 1.5% |
| Other values (7) | 11322 | 6.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 185907 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 40002 | |
| m | 35058 | |
| t | 20001 | |
| s | 18007 | |
| o | 17808 | |
| S | 17529 | |
| i | 17529 | |
| y | 2950 | 1.6% |
| l | 2950 | 1.6% |
| n | 2751 | 1.5% |
| Other values (7) | 11322 | 6.1% |
SMOKE
Boolean
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 20.4 KiB |
| False | |
|---|---|
| True | 245 |
| Value | Count | Frequency (%) |
| False | 20513 | |
| True | 245 | 1.2% |
CH2O
Real number (ℝ)
| Distinct | 1506 |
|---|---|
| Distinct (%) | 7.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0294182 |
| Minimum | 1 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 162.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1.792022 |
| median | 2 |
| Q3 | 2.549617 |
| 95-th percentile | 3 |
| Maximum | 3 |
| Range | 2 |
| Interquartile range (IQR) | 0.757595 |
Descriptive statistics
| Standard deviation | 0.60846702 |
|---|---|
| Coefficient of variation (CV) | 0.29982337 |
| Kurtosis | -0.74417999 |
| Mean | 2.0294182 |
| Median Absolute Deviation (MAD) | 0.409582 |
| Skewness | -0.21250583 |
| Sum | 42126.664 |
| Variance | 0.37023211 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 6616 | |
| 1 | 2799 | 13.5% |
| 3 | 1571 | 7.6% |
| 2.825629 | 77 | 0.4% |
| 2.868167 | 60 | 0.3% |
| 2.619517 | 57 | 0.3% |
| 2.625537 | 56 | 0.3% |
| 2.72005 | 52 | 0.3% |
| 2.770732 | 51 | 0.2% |
| 2.613928 | 47 | 0.2% |
| Other values (1496) | 9372 |
| Value | Count | Frequency (%) |
| 1 | 2799 | |
| 1.000463 | 5 | < 0.1% |
| 1.000536 | 4 | < 0.1% |
| 1.000544 | 7 | < 0.1% |
| 1.000695 | 3 | < 0.1% |
| 1.001208 | 1 | < 0.1% |
| 1.001995 | 2 | < 0.1% |
| 1.002292 | 8 | < 0.1% |
| 1.003063 | 3 | < 0.1% |
| 1.003531 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3 | 1571 | |
| 2.999495 | 3 | < 0.1% |
| 2.99675 | 1 | < 0.1% |
| 2.994515 | 2 | < 0.1% |
| 2.993448 | 1 | < 0.1% |
| 2.991671 | 2 | < 0.1% |
| 2.989389 | 5 | < 0.1% |
| 2.988771 | 5 | < 0.1% |
| 2.987718 | 7 | < 0.1% |
| 2.987406 | 2 | < 0.1% |
SCC
Boolean
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 20.4 KiB |
| False | |
|---|---|
| True | 687 |
| Value | Count | Frequency (%) |
| False | 20071 | |
| True | 687 | 3.3% |
FAF
Real number (ℝ)
ZEROS
| Distinct | 1360 |
|---|---|
| Distinct (%) | 6.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.98174656 |
| Minimum | 0 |
|---|---|
| Maximum | 3 |
| Zeros | 5044 |
| Zeros (%) | 24.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 162.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.008013 |
| median | 1 |
| Q3 | 1.587406 |
| 95-th percentile | 2.545707 |
| Maximum | 3 |
| Range | 3 |
| Interquartile range (IQR) | 1.579393 |
Descriptive statistics
| Standard deviation | 0.83830198 |
|---|---|
| Coefficient of variation (CV) | 0.85388838 |
| Kurtosis | -0.49484242 |
| Mean | 0.98174656 |
| Median Absolute Deviation (MAD) | 0.870098 |
| Skewness | 0.50572622 |
| Sum | 20379.095 |
| Variance | 0.7027502 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5044 | |
| 1 | 4097 | |
| 2 | 2391 | 11.5% |
| 3 | 800 | 3.9% |
| 1.097905 | 56 | 0.3% |
| 1.427037 | 47 | 0.2% |
| 0.01586 | 47 | 0.2% |
| 1.68249 | 39 | 0.2% |
| 1.999836 | 36 | 0.2% |
| 1.465931 | 32 | 0.2% |
| Other values (1350) | 8169 |
| Value | Count | Frequency (%) |
| 0 | 5044 | |
| 9.6 × 10-5 | 10 | < 0.1% |
| 0.000272 | 9 | < 0.1% |
| 0.000454 | 11 | 0.1% |
| 0.001015 | 12 | 0.1% |
| 0.001086 | 7 | < 0.1% |
| 0.001272 | 5 | < 0.1% |
| 0.001297 | 25 | 0.1% |
| 0.00203 | 6 | < 0.1% |
| 0.00342 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 3 | 800 | |
| 2.999918 | 3 | < 0.1% |
| 2.993666 | 1 | < 0.1% |
| 2.977543 | 1 | < 0.1% |
| 2.971832 | 3 | < 0.1% |
| 2.939733 | 1 | < 0.1% |
| 2.936551 | 4 | < 0.1% |
| 2.931527 | 3 | < 0.1% |
| 2.910633 | 1 | < 0.1% |
| 2.892922 | 24 | 0.1% |
TUE
Real number (ℝ)
ZEROS
| Distinct | 1297 |
|---|---|
| Distinct (%) | 6.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.61675622 |
| Minimum | 0 |
|---|---|
| Maximum | 2 |
| Zeros | 6566 |
| Zeros (%) | 31.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 162.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.573887 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 2 |
| Range | 2 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.60211348 |
|---|---|
| Coefficient of variation (CV) | 0.97625845 |
| Kurtosis | -0.4177298 |
| Mean | 0.61675622 |
| Median Absolute Deviation (MAD) | 0.450026 |
| Skewness | 0.67041134 |
| Sum | 12802.626 |
| Variance | 0.36254064 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 6566 | |
| 1 | 4326 | |
| 2 | 1133 | 5.5% |
| 0.0026 | 78 | 0.4% |
| 0.723154 | 65 | 0.3% |
| 0.088236 | 53 | 0.3% |
| 0.15171 | 52 | 0.3% |
| 0.630866 | 45 | 0.2% |
| 0.62535 | 41 | 0.2% |
| 0.200379 | 38 | 0.2% |
| Other values (1287) | 8361 |
| Value | Count | Frequency (%) |
| 0 | 6566 | |
| 7.3 × 10-5 | 2 | < 0.1% |
| 0.000355 | 2 | < 0.1% |
| 0.000436 | 3 | < 0.1% |
| 0.001096 | 5 | < 0.1% |
| 0.00133 | 15 | 0.1% |
| 0.001337 | 8 | < 0.1% |
| 0.00135 | 1 | < 0.1% |
| 0.001518 | 11 | 0.1% |
| 0.00159 | 11 | 0.1% |
| Value | Count | Frequency (%) |
| 2 | 1133 | |
| 1.99219 | 2 | < 0.1% |
| 1.990925 | 1 | < 0.1% |
| 1.990617 | 4 | < 0.1% |
| 1.983678 | 1 | < 0.1% |
| 1.980875 | 6 | < 0.1% |
| 1.978043 | 9 | < 0.1% |
| 1.972926 | 6 | < 0.1% |
| 1.97117 | 12 | 0.1% |
| 1.969507 | 6 | < 0.1% |
CALC
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 MiB |
| Sometimes | |
|---|---|
| no | |
| Frequently | 529 |
Length
| Max length | 10 |
|---|---|
| Median length | 9 |
| Mean length | 7.2844205 |
| Min length | 2 |
Characters and Unicode
| Total characters | 151210 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sometimes |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | Sometimes |
| 5th row | Sometimes |
Common Values
| Value | Count | Frequency (%) |
| Sometimes | 15066 | |
| no | 5163 | 24.9% |
| Frequently | 529 | 2.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| sometimes | 15066 | |
| no | 5163 | 24.9% |
| frequently | 529 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 31190 | |
| m | 30132 | |
| o | 20229 | |
| t | 15595 | |
| S | 15066 | |
| i | 15066 | |
| s | 15066 | |
| n | 5692 | 3.8% |
| F | 529 | 0.3% |
| r | 529 | 0.3% |
| Other values (4) | 2116 | 1.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 151210 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 31190 | |
| m | 30132 | |
| o | 20229 | |
| t | 15595 | |
| S | 15066 | |
| i | 15066 | |
| s | 15066 | |
| n | 5692 | 3.8% |
| F | 529 | 0.3% |
| r | 529 | 0.3% |
| Other values (4) | 2116 | 1.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 151210 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 31190 | |
| m | 30132 | |
| o | 20229 | |
| t | 15595 | |
| S | 15066 | |
| i | 15066 | |
| s | 15066 | |
| n | 5692 | 3.8% |
| F | 529 | 0.3% |
| r | 529 | 0.3% |
| Other values (4) | 2116 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 151210 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 31190 | |
| m | 30132 | |
| o | 20229 | |
| t | 15595 | |
| S | 15066 | |
| i | 15066 | |
| s | 15066 | |
| n | 5692 | 3.8% |
| F | 529 | 0.3% |
| r | 529 | 0.3% |
| Other values (4) | 2116 | 1.4% |
MTRANS
Categorical
IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 MiB |
| Public_Transportation | |
|---|---|
| Automobile | |
| Walking | 467 |
| Motorbike | 38 |
| Bike | 32 |
Length
| Max length | 21 |
|---|---|
| Median length | 21 |
| Mean length | 18.764139 |
| Min length | 4 |
Characters and Unicode
| Total characters | 389506 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Public_Transportation |
|---|---|
| 2nd row | Automobile |
| 3rd row | Public_Transportation |
| 4th row | Public_Transportation |
| 5th row | Public_Transportation |
Common Values
| Value | Count | Frequency (%) |
| Public_Transportation | 16687 | |
| Automobile | 3534 | 17.0% |
| Walking | 467 | 2.2% |
| Motorbike | 38 | 0.2% |
| Bike | 32 | 0.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| public_transportation | 16687 | |
| automobile | 3534 | 17.0% |
| walking | 467 | 2.2% |
| motorbike | 38 | 0.2% |
| bike | 32 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 40518 | |
| i | 37445 | 9.6% |
| t | 36946 | 9.5% |
| a | 33841 | 8.7% |
| n | 33841 | 8.7% |
| r | 33412 | 8.6% |
| l | 20688 | 5.3% |
| b | 20259 | 5.2% |
| u | 20221 | 5.2% |
| P | 16687 | 4.3% |
| Other values (13) | 95648 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 389506 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 40518 | |
| i | 37445 | 9.6% |
| t | 36946 | 9.5% |
| a | 33841 | 8.7% |
| n | 33841 | 8.7% |
| r | 33412 | 8.6% |
| l | 20688 | 5.3% |
| b | 20259 | 5.2% |
| u | 20221 | 5.2% |
| P | 16687 | 4.3% |
| Other values (13) | 95648 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 389506 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 40518 | |
| i | 37445 | 9.6% |
| t | 36946 | 9.5% |
| a | 33841 | 8.7% |
| n | 33841 | 8.7% |
| r | 33412 | 8.6% |
| l | 20688 | 5.3% |
| b | 20259 | 5.2% |
| u | 20221 | 5.2% |
| P | 16687 | 4.3% |
| Other values (13) | 95648 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 389506 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 40518 | |
| i | 37445 | 9.6% |
| t | 36946 | 9.5% |
| a | 33841 | 8.7% |
| n | 33841 | 8.7% |
| r | 33412 | 8.6% |
| l | 20688 | 5.3% |
| b | 20259 | 5.2% |
| u | 20221 | 5.2% |
| P | 16687 | 4.3% |
| Other values (13) | 95648 |
NObeyesdad
Categorical
HIGH CORRELATION
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 MiB |
| Obesity_Type_III | |
|---|---|
| Obesity_Type_II | |
| Normal_Weight | |
| Obesity_Type_I | |
| Insufficient_Weight | |
| Other values (2) |
Length
| Max length | 19 |
|---|---|
| Median length | 16 |
| Mean length | 16.080692 |
| Min length | 13 |
Characters and Unicode
| Total characters | 333803 |
|---|---|
| Distinct characters | 27 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Overweight_Level_II |
|---|---|
| 2nd row | Normal_Weight |
| 3rd row | Insufficient_Weight |
| 4th row | Obesity_Type_III |
| 5th row | Overweight_Level_II |
Common Values
| Value | Count | Frequency (%) |
| Obesity_Type_III | 4046 | |
| Obesity_Type_II | 3248 | |
| Normal_Weight | 3082 | |
| Obesity_Type_I | 2910 | |
| Insufficient_Weight | 2523 | |
| Overweight_Level_II | 2522 | |
| Overweight_Level_I | 2427 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| obesity_type_iii | 4046 | |
| obesity_type_ii | 3248 | |
| normal_weight | 3082 | |
| obesity_type_i | 2910 | |
| insufficient_weight | 2523 | |
| overweight_level_ii | 2522 | |
| overweight_level_i | 2427 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 48332 | |
| _ | 35911 | 10.8% |
| I | 31538 | 9.4% |
| i | 25804 | 7.7% |
| t | 23281 | 7.0% |
| y | 20408 | 6.1% |
| O | 15153 | 4.5% |
| s | 12727 | 3.8% |
| h | 10554 | 3.2% |
| g | 10554 | 3.2% |
| Other values (17) | 99541 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 333803 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 48332 | |
| _ | 35911 | 10.8% |
| I | 31538 | 9.4% |
| i | 25804 | 7.7% |
| t | 23281 | 7.0% |
| y | 20408 | 6.1% |
| O | 15153 | 4.5% |
| s | 12727 | 3.8% |
| h | 10554 | 3.2% |
| g | 10554 | 3.2% |
| Other values (17) | 99541 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 333803 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 48332 | |
| _ | 35911 | 10.8% |
| I | 31538 | 9.4% |
| i | 25804 | 7.7% |
| t | 23281 | 7.0% |
| y | 20408 | 6.1% |
| O | 15153 | 4.5% |
| s | 12727 | 3.8% |
| h | 10554 | 3.2% |
| g | 10554 | 3.2% |
| Other values (17) | 99541 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 333803 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 48332 | |
| _ | 35911 | 10.8% |
| I | 31538 | 9.4% |
| i | 25804 | 7.7% |
| t | 23281 | 7.0% |
| y | 20408 | 6.1% |
| O | 15153 | 4.5% |
| s | 12727 | 3.8% |
| h | 10554 | 3.2% |
| g | 10554 | 3.2% |
| Other values (17) | 99541 |
| Age | CAEC | CALC | CH2O | FAF | FAVC | FCVC | Gender | Height | MTRANS | NCP | NObeyesdad | SCC | SMOKE | TUE | Weight | family_history_with_overweight | id | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.157 | 0.195 | 0.093 | -0.278 | 0.128 | 0.097 | 0.261 | 0.016 | 0.364 | -0.120 | 0.350 | 0.116 | 0.142 | -0.303 | 0.441 | 0.301 | 0.010 |
| CAEC | 0.157 | 1.000 | 0.098 | 0.158 | -0.086 | 0.136 | -0.033 | 0.071 | 0.071 | 0.070 | -0.142 | 0.332 | 0.128 | 0.021 | -0.042 | 0.370 | 0.336 | 0.004 |
| CALC | 0.195 | 0.098 | 1.000 | -0.095 | 0.084 | 0.117 | -0.153 | 0.086 | -0.087 | 0.074 | -0.107 | 0.310 | 0.000 | 0.021 | 0.059 | -0.226 | 0.015 | 0.006 |
| CH2O | 0.093 | 0.158 | -0.095 | 1.000 | 0.058 | 0.166 | 0.107 | 0.336 | 0.188 | 0.104 | 0.083 | 0.313 | 0.079 | 0.049 | -0.000 | 0.349 | 0.278 | 0.012 |
| FAF | -0.278 | -0.086 | 0.084 | 0.058 | 1.000 | 0.138 | -0.095 | 0.347 | 0.318 | 0.107 | 0.111 | 0.261 | 0.078 | 0.039 | -0.011 | -0.071 | 0.188 | 0.017 |
| FAVC | 0.128 | 0.136 | 0.117 | 0.166 | 0.138 | 1.000 | 0.003 | 0.020 | 0.111 | 0.123 | -0.010 | 0.273 | 0.111 | 0.014 | 0.052 | 0.230 | 0.152 | 0.004 |
| FCVC | 0.097 | -0.033 | -0.153 | 0.107 | -0.095 | 0.003 | 1.000 | 0.404 | -0.115 | 0.099 | 0.134 | 0.325 | 0.041 | 0.049 | -0.130 | 0.225 | 0.134 | 0.005 |
| Gender | 0.261 | 0.071 | 0.086 | 0.336 | 0.347 | 0.020 | 0.404 | 1.000 | 0.637 | 0.168 | -0.044 | 0.619 | 0.061 | 0.063 | 0.046 | 0.149 | 0.095 | -0.001 |
| Height | 0.016 | 0.071 | -0.087 | 0.188 | 0.318 | 0.111 | -0.115 | 0.637 | 1.000 | 0.085 | 0.109 | 0.268 | 0.147 | 0.110 | 0.084 | 0.420 | 0.300 | 0.011 |
| MTRANS | 0.364 | 0.070 | 0.074 | 0.104 | 0.107 | 0.123 | 0.099 | 0.168 | 0.085 | 1.000 | 0.038 | 0.167 | 0.049 | 0.043 | 0.208 | -0.037 | 0.133 | 0.014 |
| NCP | -0.120 | -0.142 | -0.107 | 0.083 | 0.111 | -0.010 | 0.134 | -0.044 | 0.109 | 0.038 | 1.000 | 0.220 | 0.066 | 0.010 | 0.128 | -0.022 | 0.223 | 0.001 |
| NObeyesdad | 0.350 | 0.332 | 0.310 | 0.313 | 0.261 | 0.273 | 0.325 | 0.619 | 0.268 | 0.167 | 0.220 | 1.000 | 0.222 | 0.101 | -0.068 | 0.429 | 0.556 | 0.012 |
| SCC | 0.116 | 0.128 | 0.000 | 0.079 | 0.078 | 0.111 | 0.041 | 0.061 | 0.147 | 0.049 | 0.066 | 0.222 | 1.000 | 0.014 | -0.019 | -0.186 | 0.166 | -0.011 |
| SMOKE | 0.142 | 0.021 | 0.021 | 0.049 | 0.039 | 0.014 | 0.049 | 0.063 | 0.110 | 0.043 | 0.010 | 0.101 | 0.014 | 1.000 | -0.018 | 0.041 | 0.017 | 0.012 |
| TUE | -0.303 | -0.042 | 0.059 | -0.000 | -0.011 | 0.052 | -0.130 | 0.046 | 0.084 | 0.208 | 0.128 | -0.068 | -0.019 | -0.018 | 1.000 | -0.066 | 0.206 | 0.008 |
| Weight | 0.441 | 0.370 | -0.226 | 0.349 | -0.071 | 0.230 | 0.225 | 0.149 | 0.420 | -0.037 | -0.022 | 0.429 | -0.186 | 0.041 | -0.066 | 1.000 | 0.585 | 0.014 |
| family_history_with_overweight | 0.301 | 0.336 | 0.015 | 0.278 | 0.188 | 0.152 | 0.134 | 0.095 | 0.300 | 0.133 | 0.223 | 0.556 | 0.166 | 0.017 | 0.206 | 0.585 | 1.000 | 0.010 |
| id | 0.010 | 0.004 | 0.006 | 0.012 | 0.017 | 0.004 | 0.005 | -0.001 | 0.011 | 0.014 | 0.001 | 0.012 | -0.011 | 0.012 | 0.008 | 0.014 | 0.010 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| id | Gender | Age | Height | Weight | family_history_with_overweight | FAVC | FCVC | NCP | CAEC | SMOKE | CH2O | SCC | FAF | TUE | CALC | MTRANS | NObeyesdad | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | Male | 24.443011 | 1.699998 | 81.669950 | yes | yes | 2.000000 | 2.983297 | Sometimes | no | 2.763573 | no | 0.000000 | 0.976473 | Sometimes | Public_Transportation | Overweight_Level_II |
| 1 | 1 | Female | 18.000000 | 1.560000 | 57.000000 | yes | yes | 2.000000 | 3.000000 | Frequently | no | 2.000000 | no | 1.000000 | 1.000000 | no | Automobile | Normal_Weight |
| 2 | 2 | Female | 18.000000 | 1.711460 | 50.165754 | yes | yes | 1.880534 | 1.411685 | Sometimes | no | 1.910378 | no | 0.866045 | 1.673584 | no | Public_Transportation | Insufficient_Weight |
| 3 | 3 | Female | 20.952737 | 1.710730 | 131.274851 | yes | yes | 3.000000 | 3.000000 | Sometimes | no | 1.674061 | no | 1.467863 | 0.780199 | Sometimes | Public_Transportation | Obesity_Type_III |
| 4 | 4 | Male | 31.641081 | 1.914186 | 93.798055 | yes | yes | 2.679664 | 1.971472 | Sometimes | no | 1.979848 | no | 1.967973 | 0.931721 | Sometimes | Public_Transportation | Overweight_Level_II |
| 5 | 5 | Male | 18.128249 | 1.748524 | 51.552595 | yes | yes | 2.919751 | 3.000000 | Sometimes | no | 2.137550 | no | 1.930033 | 1.000000 | Sometimes | Public_Transportation | Insufficient_Weight |
| 6 | 6 | Male | 29.883021 | 1.754711 | 112.725005 | yes | yes | 1.991240 | 3.000000 | Sometimes | no | 2.000000 | no | 0.000000 | 0.696948 | Sometimes | Automobile | Obesity_Type_II |
| 7 | 7 | Male | 29.891473 | 1.750150 | 118.206565 | yes | yes | 1.397468 | 3.000000 | Sometimes | no | 2.000000 | no | 0.598655 | 0.000000 | Sometimes | Automobile | Obesity_Type_II |
| 8 | 8 | Male | 17.000000 | 1.700000 | 70.000000 | no | yes | 2.000000 | 3.000000 | Sometimes | no | 3.000000 | yes | 1.000000 | 1.000000 | no | Public_Transportation | Overweight_Level_I |
| 9 | 9 | Female | 26.000000 | 1.638836 | 111.275646 | yes | yes | 3.000000 | 3.000000 | Sometimes | no | 2.632253 | no | 0.000000 | 0.218645 | Sometimes | Public_Transportation | Obesity_Type_III |
| id | Gender | Age | Height | Weight | family_history_with_overweight | FAVC | FCVC | NCP | CAEC | SMOKE | CH2O | SCC | FAF | TUE | CALC | MTRANS | NObeyesdad | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 20748 | 20748 | Male | 21.000000 | 1.757958 | 89.048151 | yes | yes | 1.882235 | 3.000000 | Sometimes | no | 2.000000 | no | 0.988668 | 1.000000 | no | Public_Transportation | Overweight_Level_II |
| 20749 | 20749 | Female | 25.783865 | 1.646390 | 104.835346 | yes | yes | 3.000000 | 3.000000 | Sometimes | no | 1.530992 | no | 0.015860 | 0.445495 | Sometimes | Public_Transportation | Obesity_Type_III |
| 20750 | 20750 | Male | 18.827008 | 1.753321 | 80.000000 | yes | yes | 2.826251 | 2.256119 | Sometimes | no | 2.137550 | no | 0.753782 | 0.051858 | no | Public_Transportation | Overweight_Level_I |
| 20751 | 20751 | Female | 21.030909 | 1.605495 | 133.466763 | yes | yes | 3.000000 | 3.000000 | Sometimes | no | 2.839069 | no | 1.683497 | 0.143675 | Sometimes | Public_Transportation | Obesity_Type_III |
| 20752 | 20752 | Female | 40.000000 | 1.554728 | 77.561602 | yes | yes | 2.000000 | 3.000000 | Sometimes | no | 1.131169 | no | 0.281734 | 0.522259 | Sometimes | Automobile | Obesity_Type_I |
| 20753 | 20753 | Male | 25.137087 | 1.766626 | 114.187096 | yes | yes | 2.919584 | 3.000000 | Sometimes | no | 2.151809 | no | 1.330519 | 0.196680 | Sometimes | Public_Transportation | Obesity_Type_II |
| 20754 | 20754 | Male | 18.000000 | 1.710000 | 50.000000 | no | yes | 3.000000 | 4.000000 | Frequently | no | 1.000000 | no | 2.000000 | 1.000000 | Sometimes | Public_Transportation | Insufficient_Weight |
| 20755 | 20755 | Male | 20.101026 | 1.819557 | 105.580491 | yes | yes | 2.407817 | 3.000000 | Sometimes | no | 2.000000 | no | 1.158040 | 1.198439 | no | Public_Transportation | Obesity_Type_II |
| 20756 | 20756 | Male | 33.852953 | 1.700000 | 83.520113 | yes | yes | 2.671238 | 1.971472 | Sometimes | no | 2.144838 | no | 0.000000 | 0.973834 | no | Automobile | Overweight_Level_II |
| 20757 | 20757 | Male | 26.680376 | 1.816547 | 118.134898 | yes | yes | 3.000000 | 3.000000 | Sometimes | no | 2.003563 | no | 0.684487 | 0.713823 | Sometimes | Public_Transportation | Obesity_Type_II |